{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3",
      "language": "python"
    },
    "language_info": {
      "name": "python",
      "version": "3.7.6",
      "mimetype": "text/x-python",
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "pygments_lexer": "ipython3",
      "nbconvert_exporter": "python",
      "file_extension": ".py"
    },
    "colab": {
      "provenance": []
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "POWZoSJR6XzK"
      },
      "source": [
        "# Near duplicate image detection\n",
        "\n",
        "This notebook will give an overview of how perceptual image hashes can be used to detect duplicate and near duplicate images."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qa_PPKVX6XzN"
      },
      "source": [
        "# Install dependencies\n",
        "\n",
        "Install `txtai` and all dependencies."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "_uuid": "8f2839f25d086af736a60e9eeb907d3b93b6e0e5",
        "_cell_guid": "b1076dfc-b9ad-4769-8c92-a6c4dae69d19",
        "trusted": true,
        "_kg_hide-output": true,
        "id": "24q-1n5i6XzQ"
      },
      "source": [
        "%%capture\n",
        "!pip install git+https://github.com/neuml/txtai#egg=txtai[pipeline] textdistance\n",
        "\n",
        "# Get test data\n",
        "!wget -N https://github.com/neuml/txtai/releases/download/v3.5.0/tests.tar.gz\n",
        "!tar -xvzf tests.tar.gz"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generate hashes\n",
        "\n",
        "The example below generates perceptual image hashes for a list of images."
      ],
      "metadata": {
        "id": "bkunuMa3gbpT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import glob\n",
        "\n",
        "from PIL import Image\n",
        "\n",
        "from txtai.pipeline import ImageHash\n",
        "\n",
        "def show(image):\n",
        "  width, height = image.size\n",
        "  return image.resize((int(width / 2.25), int((width / 2.25) * height / width)))\n",
        "\n",
        "# Get and scale images\n",
        "images = [Image.open(image) for image in glob.glob('txtai/*jpg')]\n",
        "\n",
        "# Create image pipeline\n",
        "ihash = ImageHash()\n",
        "\n",
        "# Generate hashes\n",
        "hashes = ihash(images)\n",
        "hashes"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Qch4TtJPgdg0",
        "outputId": "0f4b9cf4-570e-424b-8f69-84dce3b5badc"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['ffffdf0700010100',\n",
              " '78f8f8d8f8f8f8f0',\n",
              " '00000006fefcfc30',\n",
              " '000000c0feffff00',\n",
              " '63263c183ce66742',\n",
              " '60607072fe78cc00',\n",
              " '0859dd04bfbfbf00',\n",
              " '0000446c6f2f2724',\n",
              " 'ff9f010909010101',\n",
              " 'ff9d8140c070ffff']"
            ]
          },
          "metadata": {},
          "execution_count": 16
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Hash search\n",
        "\n",
        "Next we'll generate a search hash to use to find similar near-duplicate images. This logic takes a section of an image and generates a hash for that"
      ],
      "metadata": {
        "id": "Zkexah5pk9Yy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Get test image index\n",
        "index = hashes.index('000000c0feffff00')\n",
        "\n",
        "# Select portion of image\n",
        "width, height = images[index].size\n",
        "\n",
        "# Get dimensions for middle of image\n",
        "left = (width - width/3)/2\n",
        "top = (height - height/1.35)/2\n",
        "right = (width + width/3)/2\n",
        "bottom = (height + height/1.35)/2\n",
        "\n",
        "# Crop image\n",
        "search = images[index].crop((left, top, right, bottom))\n",
        "show(search)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 163
        },
        "id": "csFOHf5Ri66U",
        "outputId": "20a8a47e-2ebd-4e1e-d893-df37ff5a59a7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=104x146 at 0x7FE86301FC50>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Now let's compare the hash to all the image hashes using [Levenshtein distance](https://en.wikipedia.org/wiki/Levenshtein_distance). We'll use the [textdistance](https://github.com/life4/textdistance) library for that. "
      ],
      "metadata": {
        "id": "28nRInU9lKN_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import textdistance\n",
        "\n",
        "# Find closest image hash using textdistance\n",
        "shash = ihash(search)\n",
        "\n",
        "# Calculate distances for search hash\n",
        "distances = [int(textdistance.levenshtein.distance(h, shash)) for h in hashes]\n",
        "\n",
        "# Show closest image hash\n",
        "low = min(distances)\n",
        "show(images[distances.index(low)])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        },
        "id": "c40UPAUVjjfM",
        "outputId": "282689c9-f179-4bfb-9311-b7e8ca2b6e93"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=311x197 at 0x7FE85DCA1D10>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "And as expected, the closest match is the original full image!"
      ],
      "metadata": {
        "id": "k_gjXTdalsT7"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Generate hashes with Embeddings indexes\n",
        "\n",
        "Next we'll add a custom field with a perceptual image hash and a custom SQL function to calculate Levenshtein distance. An index of images is built and then a search query run using the distance from the same search hash."
      ],
      "metadata": {
        "id": "BPIplNawl192"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from txtai.embeddings import Embeddings\n",
        "\n",
        "def distance(a, b):\n",
        "  if a and not b:\n",
        "    return len(a)\n",
        "  if not a and b:\n",
        "    return len(b)\n",
        "  if not a and not b:\n",
        "    return 0\n",
        "  \n",
        "  return int(textdistance.levenshtein.distance(a, b))\n",
        "\n",
        "# Create embeddings index with content enabled. The default behavior is to only store indexed vectors.\n",
        "embeddings = Embeddings({\"path\": \"sentence-transformers/nli-mpnet-base-v2\", \"content\": True, \"objects\": \"image\", \"functions\": [distance]})\n",
        "\n",
        "# Create an index for the list of text\n",
        "embeddings.index([(uid, {\"object\": image, \"text\": ihash(image)}, None) for uid, image in enumerate(images)])\n",
        "\n",
        "# Find image that is closest to hash\n",
        "show(embeddings.search(f\"select object from txtai order by distance(text, '{shash}')\")[0][\"object\"])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 214
        },
        "id": "nJh6xkT8le0r",
        "outputId": "f874ae12-a5b8-438c-e883-d948ae87e68c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<PIL.Image.Image image mode=RGB size=311x197 at 0x7FE85DC89750>"
            ],
            "image/png": 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\n"
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "And just like above, the best match is the original full image."
      ],
      "metadata": {
        "id": "I8KiCM81mFw5"
      }
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aDIF3tYt6X0O"
      },
      "source": [
        "# Wrapping up\n",
        "\n",
        "This notebook introduced perceptual image hashing. These hashes can be used to detect near-duplicate images. This method is not backed by machine learning models and not intended to find conceptually similar images. But for tasks looking to find similar/near-duplicate images this method is fast and does the job!"
      ]
    }
  ]
}